Automated Data Analysis Report

This report provides a detailed visual and statistical analysis of the given dataset, using various techniques like correlation heatmaps, histograms, scatter plots, and linear regressions.

1. Correlação Heatmap

Este mapa de calor mostra a correlação entre colunas numéricas no conjunto de dados. Um valor próximo de 1 indica uma forte correlação positiva, enquanto um valor próximo de -1 indica uma forte correlação negativa. Um valor próximo de 0 significa que não há correlação.

Correlation Heatmap

2. Estatisticas Descritivas

A tabela abaixo resume as estatísticas básicas para cada coluna numérica, incluindo a contagem, média, desvio padrão e os valores mínimo e máximo.

Column Count Mean Std Min 25% 50% 75% Max
A_id 4000.0 1999.5 1154.8448669265786 0.0 999.75 1999.5 2999.25 3999.0
Size 4000.0 -0.50301462982675 1.928058688854979 -7.151703059 -1.816764527 -0.5137025125000001 0.8055264495000001 6.406366899
Weight 4000.0 -0.9895465445945 1.6025072141517547 -7.149847675 -2.01177029275 -0.9847364865 0.03097644 5.79071359
Sweetness 4000.0 -0.47047851978824995 1.943440658920452 -6.894485494 -1.7384250625 -0.5047584635 0.8019219209999999 6.374915513
Crunchiness 4000.0 0.9854779038585 1.402757204211963 -6.055057805 0.06276439525000001 0.9982494390000001 1.8942342170000002 7.619851801
Juiciness 4000.0 0.5121179684932501 1.9302856730942946 -5.961897048 -0.80128581525 0.5342186584999999 1.8359763875 7.364402864
Ripeness 4000.0 0.4982774280305 1.8744267757033417 -5.864598918 -0.7716768665 0.5034447135 1.76621164075 7.237836684

3. Histograms

Os gráficos de dispersão mostram a relação entre duas variáveis numéricas. Um padrão pode ajudar a identificar correlações, tendências ou valores discrepantes.

Size

Histogram for Size

Weight

Histogram for Weight

Sweetness

Histogram for Sweetness

Crunchiness

Histogram for Crunchiness

Juiciness

Histogram for Juiciness

Ripeness

Histogram for Ripeness

4. Scatter Plots

Os gráficos de dispersão mostram a relação entre duas variáveis numéricas. Um padrão pode ajudar a identificar correlações, tendências ou valores discrepantes.

Size_vs_Weight

Size_vs_Weight

Size_vs_Sweetness

Size_vs_Sweetness

Size_vs_Crunchiness

Size_vs_Crunchiness

Size_vs_Juiciness

Size_vs_Juiciness

Size_vs_Ripeness

Size_vs_Ripeness

Weight_vs_Sweetness

Weight_vs_Sweetness

Weight_vs_Crunchiness

Weight_vs_Crunchiness

Weight_vs_Juiciness

Weight_vs_Juiciness

Weight_vs_Ripeness

Weight_vs_Ripeness

Sweetness_vs_Crunchiness

Sweetness_vs_Crunchiness

Sweetness_vs_Juiciness

Sweetness_vs_Juiciness

Sweetness_vs_Ripeness

Sweetness_vs_Ripeness

Crunchiness_vs_Juiciness

Crunchiness_vs_Juiciness

Crunchiness_vs_Ripeness

Crunchiness_vs_Ripeness

Juiciness_vs_Ripeness

Juiciness_vs_Ripeness

5. Regressão Linear

A regressão linear tenta modelar a relação entre duas variáveis ​​numéricas ajustando uma linha através dos pontos de dados. A linha vermelha nos gráficos representa o ajuste linear.

Regression: Size vs Weight

Regression plot for Regression: Size vs Weight

Regression: Size vs Sweetness

Regression plot for Regression: Size vs Sweetness

Regression: Size vs Crunchiness

Regression plot for Regression: Size vs Crunchiness

Regression: Size vs Juiciness

Regression plot for Regression: Size vs Juiciness

Regression: Size vs Ripeness

Regression plot for Regression: Size vs Ripeness

Regression: Weight vs Size

Regression plot for Regression: Weight vs Size

Regression: Weight vs Sweetness

Regression plot for Regression: Weight vs Sweetness

Regression: Weight vs Crunchiness

Regression plot for Regression: Weight vs Crunchiness

Regression: Weight vs Juiciness

Regression plot for Regression: Weight vs Juiciness

Regression: Weight vs Ripeness

Regression plot for Regression: Weight vs Ripeness

Regression: Sweetness vs Size

Regression plot for Regression: Sweetness vs Size

Regression: Sweetness vs Weight

Regression plot for Regression: Sweetness vs Weight

Regression: Sweetness vs Crunchiness

Regression plot for Regression: Sweetness vs Crunchiness

Regression: Sweetness vs Juiciness

Regression plot for Regression: Sweetness vs Juiciness

Regression: Sweetness vs Ripeness

Regression plot for Regression: Sweetness vs Ripeness

Regression: Crunchiness vs Size

Regression plot for Regression: Crunchiness vs Size

Regression: Crunchiness vs Weight

Regression plot for Regression: Crunchiness vs Weight

Regression: Crunchiness vs Sweetness

Regression plot for Regression: Crunchiness vs Sweetness

Regression: Crunchiness vs Juiciness

Regression plot for Regression: Crunchiness vs Juiciness

Regression: Crunchiness vs Ripeness

Regression plot for Regression: Crunchiness vs Ripeness

Regression: Juiciness vs Size

Regression plot for Regression: Juiciness vs Size

Regression: Juiciness vs Weight

Regression plot for Regression: Juiciness vs Weight

Regression: Juiciness vs Sweetness

Regression plot for Regression: Juiciness vs Sweetness

Regression: Juiciness vs Crunchiness

Regression plot for Regression: Juiciness vs Crunchiness

Regression: Juiciness vs Ripeness

Regression plot for Regression: Juiciness vs Ripeness

Regression: Ripeness vs Size

Regression plot for Regression: Ripeness vs Size

Regression: Ripeness vs Weight

Regression plot for Regression: Ripeness vs Weight

Regression: Ripeness vs Sweetness

Regression plot for Regression: Ripeness vs Sweetness

Regression: Ripeness vs Crunchiness

Regression plot for Regression: Ripeness vs Crunchiness

Regression: Ripeness vs Juiciness

Regression plot for Regression: Ripeness vs Juiciness